{"id":"W4236833271","doi":"10.30770/2572-1852-104.4.35","title":"International Briefs","year":2018,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003130184,0.00002292613,0.00006129469,0.00006421813,0.0001081309,0.00003169239,0.0003936813,0.00008309085,0.006151994],"category_scores_gemma":[0.001901569,0.0000187576,0.0000378658,0.00009889592,0.0003567277,0.0001870195,0.00002687962,0.0001098473,0.00002954628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006233434,"about_ca_system_score_gemma":0.0002010155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005946213,"about_ca_topic_score_gemma":0.00005447433,"domain_scores_codex":[0.9968973,0.00006601177,0.0001605833,0.00003521018,0.00276733,0.00007352333],"domain_scores_gemma":[0.9992025,0.0000638483,0.0001277509,0.00003209721,0.00040579,0.0001679826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001250887,0.0001061276,0.009055998,0.000005005058,0.00007657818,0.00005132709,0.01667922,0.000002935801,0.0001294563,0.1508554,0.3617519,0.4611609],"study_design_scores_gemma":[0.0004224779,0.00007951759,0.01530069,0.00007063097,0.00001167875,0.00001228091,0.002796884,0.0001137738,0.0000378099,0.005106759,0.9760193,0.00002822368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3723647,0.0001273319,0.03267811,0.2752132,0.01273879,0.00008311022,0.000001158961,0.00003053003,0.306763],"genre_scores_gemma":[0.9910303,0.0001336544,0.0003112864,0.001119002,0.006222884,6.287022e-8,7.889772e-7,0.000001518263,0.001180543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6186655,"threshold_uncertainty_score":0.9947565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02827151911187586,"score_gpt":0.3618346274497197,"score_spread":0.3335631083378439,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}